{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div align=\"right\" style=\"text-align: right\"><i>Peter Norvig<br>Aug 2019</i></div>\n",
    "\n",
    "# Photography Focal Length Charts\n",
    "\n",
    "Photographers with interchangable-lens cameras  often obsess about which lenses they use. This is especially true when planning a trip, and trying to balance how much to pack versus what might be needed. One big factor is the **focal lengths** to be covered. This notebook will help understand what range of focal lengths was used in a collection of photos, to help you plan the next trip.  Charts from this notebook appear in my [Galapagos Photography Trip Report](https://norvig.com/galapagos-photography.html).\n",
    "\n",
    "<p><a href=\"https://www.the-digital-picture.com/Photography-Tips/packing-for-landscape-photography-trip.aspx\"><img src=\"https://media.the-digital-picture.com/Images/Other/Lowepro-Photo-Trekker-AW-II-Backpack-Loaded.jpg\" width=\"300\"></a>\n",
    "\n",
    "# Preparing the Focal Length Data\n",
    "\n",
    "In your photo editing system, export (or copy down manually) a table of focal lengths of photos. (I did it only for my **best** photos.) Arrange the data in the following Python format:\n",
    "\n",
    "    {trip_name: {\n",
    "     lens_name: [focal_length, ...]}}\n",
    "    \n",
    "For example:\n",
    "    \n",
    "    {2008: {\n",
    "     '100-400': [100, 100, 100, 115, 130, ... 400, 400, 400, 400, 400, 400]}}\n",
    "    \n",
    "For each of my photos I considered two variations of focal length:\n",
    "1. The actual focal length setting of the lens when the photo was taken (as recorded in the EXIF data).\n",
    "2. The [35mm equivalent focal length](https://en.wikipedia.org/wiki/35_mm_equivalent_focal_length), taking account both the crop factor of the sensor (if any), and any cropping done in photo editing. For example, if the focal length of the lens/photo was 200mm, but I was using a camera with a 1.5x crop, and then I further cropped the image down to half the size in both width and height, then the equivalent focal length would be 200mm x 1.5 x 2 = 600mm. \n",
    "\n",
    "I collected these two data sets at different times, and over time my definition of **best** changed, so they are not for the exact same photos.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "actual = { # Actual focal lengths \n",
    "    2008: {\n",
    "    '17-40':   (*[17]*9, *[40]*5),\n",
    "    '24-105':  (24, 24, 105),\n",
    "    '100-400': (*[100]*3, 115, 130, 135, *[150]*3, 210, 220, 260, 300, 330,  \n",
    "                350, 350, 360, 365, 365, 380, 380, *[400]*36)},\n",
    "    2014: {\n",
    "    '16-35':   (*[16]*7, 17, 26, *[35]*4),\n",
    "    '24-70':   (*[24]*3, 28, 28, 45, 47, 58, *[70]*3),\n",
    "    '70-300':  (70, 70, 116, 170, 170, 176, 200, 221, 244, 260, 277, 277, *[300]*24),\n",
    "    '150-600': (150, 165, 173, 200, 250, 256, 300, 309, 309, 309, 309, 329, 350, \n",
    "                350, 350, 400, 400, 428, 450, 483, 483, 483, 483, 483, 483, \n",
    "                500, 500, 500, 500, 500, 552, 552, *[600]*25)},\n",
    "    2019: {\n",
    "    '16-35':   (*[35]*5, *[16]*3, 23, 24),\n",
    "    '70-200':  (*[200]*9, *[280]*5, 168, 170, 142, 168, 185, *[180]*5, 105, 190, 145, 155),\n",
    "    '100-400': (*[400]*28, 278, 286, 300, 286, 371, 300, 300, 300, 349, 330, 371, 200, 164, \n",
    "                349, 397, 100),\n",
    "    '400':     (*[400]*6, 560, *[800]*3)}}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(150, 165, 173, 200, 250, 256, 300, 309, 309, 309, 309, 329, 350, 350, 350, 400, 400, 428, 450, 483, 483, 483, 483, 483, 483, 500, 500, 500, 500, 500, 552, 552)\n"
     ]
    }
   ],
   "source": [
    "print(tuple(sorted((150, 150, 165, 173, 173, 182, 200, 250, 250, 256, 256, 300, 300, \n",
    "                *[309]*9, 329, 329, *[350]*5, 375, *[400]*4, 428, 428, 450, 450, \n",
    "                *[483]*11, *[500]*11, *[552]*4))[0::2]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "equiv = { # 35mm equivalent focal lengths (after cropping)\n",
    "    2008: {\n",
    "    '17-40':   (75, 55, 27, 62, 17, 17, 17, 17, 17, 24, 17, 17, 17, 17),\n",
    "    '24-105':  (58, 105, 116),\n",
    "    '100-400': (668, 400, 766, 549, 509, 130, 150, 548, 428, 588, 405, 247, 656, 858,\n",
    "                400, 159, 559, 398, 295, 427, 513, 554, 694, 317, 666, 562, 507, 491,\n",
    "                552, 861, 528, 252, 304, 100, 554, 400, 248, 400, 545, 542, 145, 533,\n",
    "                234, 538, 577, 667, 648, 400, 188, 407, 400, 400, 400, 400, 400, 400, 200)},\n",
    "    2014: {\n",
    "    '16-35':   (16, 26, 24, 45, 36, 25, 16, 35, 18, 16, 47, 16),\n",
    "    '24-70':   (24, 47, 49, 24),\n",
    "    '70-300':  (262, 270, 208, 1037, 675, 425, 382, 738, 428, 673, 70, 309, 215, 416,\n",
    "                221, 503, 462, 300, 551, 512, 471, 296, 423, 947, 758, 232, 373, 476,\n",
    "                656, 532, 664, 1004, 664, 537, 439),\n",
    "    '150-600': (1406, 331, 254, 552, 393, 758, 934, 725, 935, 875, 727, 991, 751, 949,\n",
    "                804, 1172, 1304, 1037, 197, 472, 422, 468, 413, 892, 797, 965, 1191,\n",
    "                1061, 885, 167, 395, 1059, 946, 868, 1227, 453, 444, 592, 1468, 372,\n",
    "                1469, 970, 240, 1103, 689, 592)},\n",
    "    2019: {\n",
    "    '16-35':   (35, 26, 35, 35, 34, 16, 24, 16, 16),\n",
    "    '70-200':  (200, 200, 168, 170, 142, 207, 475, 168, 185, 180, 141, 280, 280, 385,\n",
    "                425, 254, 358, 262, 200, 190, 206, 187, 221, 212, 336, 242, 209, 477),\n",
    "    '100-400': (438, 724, 583, 703, 278, 300, 286, 286, 400, 431, 371, 335, 481, 400, 400,\n",
    "                621, 525, 308, 400, 406, 427, 371, 606, 400, 400, 261, 476, 188, 588, 397),\n",
    "    '400':     (1414, 1381, 800, 836, 668, 491, 668, 491, 400, 400)}}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Plotting Histograms\n",
    "\n",
    "I want to see the range of shots made with each lens, and I also want to see the overall number and range of shots. So I got the idea to make a plot where every shot gets a hashmark, where the x-axis of the hashmark is the focal length, and the y-axis is the cumulative number of shots for that lens, sorted in ascending focal-length order. In other words, a kind of cumulative step histogram. This would get messy if the lenses overlapped in focal length a lot, but for me they didn't. The function `shot_plots` does this. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def shot_plots(table, label='35mm equivalent', hidden=None):\n",
    "    \"\"\"Display and save to a file a chart of focal lengths.\"\"\"\n",
    "    for name, trip in table.items():\n",
    "        filename = f'shots-{name}-{label[:2]}.png'.lower()\n",
    "        N = sum(len(trip[lens]) for lens in trip)\n",
    "        plt.figure(figsize=(6.5, 4.5))\n",
    "        plt.rcParams.update({'font.size': 12})\n",
    "        plt.xlabel(f'Focal length ({label})')\n",
    "        plt.ylabel('Cumulative number of shots')\n",
    "        plt.title(f'{name} Best {N} shots ({label} focal length)')\n",
    "        plt.grid(b=True, which='major', color='grey', linestyle=':')\n",
    "        if hidden: plt.plot(*hidden, color='white', alpha=0)\n",
    "        for lens, mark in zip(trip, '_x.+'*9):\n",
    "            X = sorted(trip[lens])\n",
    "            Y = range(1, len(X) + 1)\n",
    "            plt.plot(X, Y, '_', ms=9, mew=1.5, label=lens + f'mm: {len(X)}', marker=mark)\n",
    "        plt.legend(loc=2, fontsize='small')\n",
    "        plt.savefig(filename)\n",
    "        plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Actual Focal Length Plots\n",
    "\n",
    "The actual lens focal length data. This makes it clear how often I was at the very far end of my 400mm, 300mm, and 600mm zooms:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shot_plots(actual, label='actual', hidden=([800], [60]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 35mm Equivalent Focal Length Plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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3fJvd7c0noiMd5wda4C5rxqmU5hLRkevmK6L9kOV2nenutp6PeF9JVGc2zu3De6LSVuEOoU6wfyNwLnC2ueW5BmcQz2EReW5x92G363cN7UeGfhfndtBunDsKkyK/N2J0/rvp4QEpX9G+s30Ezu9yt7vPP48unzhlOIWvH4/YhvMw7k0dlN9TQFHE+/CFU3308Re1Xrz9ihz2vRnn9xw97PtKnL6UJpxbpK8D33CXjXGXNeJUzJdHf8ex9qMjN5zK7a/u9xk+NmfjPv5A/MdQ2gxQoP2w7++73+F/ROQ5zz0mmoka9u3hN34dsKqj8464mS2W/QK35bkUZ8h2Mrc19lnEme1jITBAMzBAyGIeIjIIp4K8SFVf6+S2cnAq4/9S1ZcS5TXqlp3F0llUdY2I3IjzTIutkCwWQER+gtO6Wocz8u9hnLsO6Zix5WicVnDCyghshWTZD1HVfwXtYLFkGYfj9IMdjXNrvBjnmbKmzm5YVTfg9El1iL1lZ7FYLJaswLhh3xaLxWLZN7EVksVisViyAmP7kPr06aN5eXlJrRMKhcjJMbMONtkdrH+QmOwO1j9oOutfWlq6RVWP6DgnZj2HFPk65ZRTNFneeOONpNfJFkx2V7X+QWKyu6r1D5rO+gPL1ON53dhBDaNHj9ZlyxLOQmGxWCyWgBGRUlUd7SWvue3IFJg1K3oKN3Mw2R2sf5CY7A7WP2j89LctJIvFYrFkjGRaSMYOaojFnj172LhxI42NsUPe7Nq1i4MPPthnq/Rgsjsk79+9e3dyc3Pp0sXLxNyZZ9asWVx22WVBa6SEye5g/YPGT/99qoW0bt06evXqxeGHH05EXB+LYagqtbW17Ny5k8GDBwetY7FYOkHW9iGJyGQRWSkiDSJSISJnuekT3CiSu0RkoTuxX9I0NjYmrIy2b/caADH7MNkdkvMXEQ4//PC4Ld0gyM+PF/Mv+zHZHax/0Pjp71sLSUQm4kwJ/yOceCv93EVNQAXOFPOv4cQuOktVz0i0vVgtpJUrV3LCCSfEXcfk5wFMdofU/Dv6Pv2kubmZrl07E9wzOEx2B+sfNJ31z9YW0r3Afar6vqqGVLVaVatxgt6tUNWZ6kRKvQc4WUSOT7dAQ0NDx5k6yfXXX8+RRx7J8OHD26T/6Ec/YuTIkYwcOZK8vDxGjhyZcDuPPvooIsKWLU4MrPr6em6++WaGDh3KSSedxIcffphw/XTzzjvvMGrUKA488EBefvnldst37NhBbm4uv/zlL2Ou70fZZ5IlS5YErZAyJruD9Q8aP/19qZDccM+jcaKorhGRjSLyhIgchBNo7eNwXnWil1a46WnloIMOSvcm23HttddSUFDQLv2ll16irKyMsrIyLr/88oSdhBs2bOCtt95i4MCBrWmLFi1i9erVrF69mr///e/cdNNNGfGPx8CBA5k+fTo//nHs6OR33XUXZ58dHeX5a/wo+0wyYsSIoBVSxmR3sP5B46e/Xy2kvjhRP7+PE4Z7JE6Ewt8BPXFCCkdSB/SK3oiI/ExElonIsurqaqqqqigvL2f58uVUV1fT1NRES0sLO3bsQFXZts2J6B35V1XZsWMHLS0t1NfX09zczO7du2lsbKSpqYmGhgZaWlrYuXMnoVCote8jelt1dXXs3buX+vp69uzZw65du2hsbOS0007joIMOQlWpr69n79691NXVtfn8GTNmcMUVV7B9+3ZCoRA7d+6kpaWFhoYGmpqauPnmm7nvvvsQEerr62lpaeHll1/mqquuYvv27Zxxxhls3bqVTZs28dprrzFmzBi++93vMmTIEH71q1/x7LPPMnr0aIYPH85nn31GQ0MDV199NVOmTOGMM84gLy+PoqIirrzySk444YTWSibePjU2NnLkkUdywgknsHfvXkKhUJt9Ki0tZcOGDZx77rk0NTXF3Kf6+np2795Nc3Nz6z519D01NjZSV1dHSUkJ1dXVLF++nPLycqqqqigtLaW2tpaioiKam5tb73OHn5kI/y0oKKChoYHi4mJqamooKyujoqKCiooKysrKqKmpobi4mIaGhtYLieht5Ofns2bNGoqKiqitraW0tLTdsVdSUkJdXR2FhYWEQiHmzHGiR8+ePRuAOXPmEAqFKCws9H2fKisrY+5Tc3OzEfu0ePFiz99TNu5TYWFhp469oPcp8vhJ5feUFF6ndOjMCydMtALXRKRdDnwETAWmReX/FLg80TZjTR302WefJZzCorGxMeHydLFu3TodNmxYzGWLFi3SRNMezZkzR2+++WZVVR00aJBu3rxZVVXPP/98Xbx4cWu+8ePH69KlS3XhwoXau3dv/eKLL7SxsVH79++vv//971VV9U9/+pPecsstqqp6zTXX6I9+9CMNhUI6Z84c7dWrl37yySe6d+9eHTVqlH700UeqqnrDDTfo0qVL4/pdc801OnPmzNb3e/fu1TFjxuiGDRv0mWee0V/84hcx10ul7Dv6Pv2ksrIyaIWUMdld1foHTWf9SWLqIF+eQ1LVbSKy0a2UWpPdvyuAa8KJItIDOMZNT7cHAD968r0O875047fT/fEA/POf/+SKK66IuWzXrl088MADvPVWckEaTz31VPr1c8aIHHPMMZx77rmA09ReuHBha74LL7wQEWHEiBH07du3tSk+bNgwKisrGTlyJE899VRSnz1t2jQuuOACcnNzE+YLl72pZNOIv2Qx2R2sf9D46e/ng7HPAP9HRAqAPcCtQD4wG/hvEbkceB34PfCJqq5Kt0DQJ8WWlhZmzZpFaWlpa9p1113HRx99RP/+/fnjH//IunXrOPnkkwHYuHEjo0aN4oMPPqBfv35s2LChdb2NGzdy9NFHU15eTrdu3VrTc3JyWt/n5OTQ0tLSuiwyPXqdyHzJ8N5777F48WKmTZvWegu0Z8+ePPTQQ23yBV32nWXPnj1BK6SMye5g/YPGT38/K6Q/AH2Az4FG4F/A/ara6FZGTwDPAyXA5EwIHHDAAUDmWj8dUVhYyPHHH9+mNfHMM8+0yfPVV1+1/p+Xl8eyZcvo06cPF154IU8++SSTJ0+mpKSE3r17069fP8rLy33zj8ULL7zQ+v/06dNZtmxZu8oIvi57Uzn00EODVkgZk93B+geNn/6+DftW1T2q+nNV/YaqHqWqN6szzBtVLVTV41X1IFUdq6qVmXBobm7OxGbbcMUVV/Dtb3+b8vJycnNzefrpp1uXhQczpMKECRMYMmQIQ4cO5ac//SnTpk1Ll3IbpkyZQqw5ApcuXUpubi4zZ87kxhtvZNiw5AZB+lH2mWTjxo1BK6SMye5g/YPGT/99auqgjh6kbGlp4cADzZy+z2R3SM0/mx6Mrauro3fv3kFrpITJ7mD9g6az/tn6YGzg7Nq1K2iFlDHZHcz3X7p0adAKKWOyO1j/oPHTf79qIamqsZOumuwOqflnUwvJ5KmbTHYH6x80nfW3LaQ4mDxBqcnuYL7/3Llzg1ZImVTcQxrizco3eerTp3iz8k1CGsqAmTdMLnuw/smwX7WQLGZhv89gCGmIWxfeyoINC1rTxg8Yz+PjHidH9qtrWEsasC2kOISnpjERk93BfP/wNCwmkqz7/Kr5bSojgAUbFjC/an46tTxjctmD9U+G/apCMvl5AJPdwXz/Sy+9NGiFlEnWff2O9THTN+zcEDM905hc9mD9k2G/qpBar9JXF0K8W5WqzvIU2LBhA+PGjePEE09k2LBhTJ06tV2e6LAS0TzxxBMMHTq0XZ6tW7fGDT9xwAEHtIa2uOiii1JyT5WqqipGjRrFyJEjGTZsGH/7299i5jO9hRSesNJEknEPaYgF6xfEXDag14B0KSWFyWUP1j8pvE56l22vVCZXDYVCqp/PV737ENV5d6iGQtEZnPS7D3HyJckXX3yhpaWlqqq6Y8cOPfbYY3XFihWty9evX6/nnnuuDhw4sHXS1Gg+/PBDXbduXZuJVVVV8/Pz9bzzztNQKKTvvfeennbaaa3LevTokbRrumhqamqdOHXnzp06aNAgra6ubpcvFF3WHsimyVX37t0btELKJONesK5Ah08f3u41OX+y7g0FUwYml72q9SeJyVX3qxbSzp07YegEOP0mKPkrFPzm65aSqvO+5K/O8qETkt5+v379GDVqFAC9evXihBNOoLq6unX5rbfeysMPP5xw+PO3vvUt8vLy2qW//PLLXH311YgIZ5xxBtu3b2fTpk0JffLy8vjNb37DyJEjGT16NB9++CGTJk3imGOOaW3JFBUVMWbMGC6++GKGDBnCnXfeyQsvvMBpp53GiBEjqKioSPgZXbt2bZ0XLxx6IhY7d+5MuJ1sZ8GC2K0GE0jGPd5tufEDxgc2oMHksgfrnwz7VYV08MEHgwic92D7SimyMjrvQSdfJ6isrOSjjz7i9NNPB+DVV1/l6KOPbp04NVm++uorBgz4+pZJbm5ua2XX2NjI6NGjOeOMM9o1rwcOHEhZWRlnnXUW1157LS+//DLvv/8+d999d2uejz/+mL/97W+sXLmS5557js8//5wPPviAKVOm8Oc//xlwhn7+/ve/j+m2YcMGTjrpJAYMGMAdd9xB//792+U5+OCDU9rvbOHUU08NWqEdXodmJ+Me77bcwEMGxkz3g2ws+2Sw/t4xdy6aFGhsbKRnz55fV0rgVEIlf3X+T1NlVF9fz+WXX86f/vQnDjnkkJTDSkSyd+/euMuqqqo4+uijWbt2LePHj2fEiBEcc8wxAK19SiNGjKC+vp5evXrRq1cvunXr1vpskJfwFRdddFHc/qkBAwbwySef8MUXX3DJJZfw/e9/n759+7bJ01r2hrJq1arWi4tsIJmh2cm4Txw0kfEDxrfZ7oSBE5g4aGJ6xFMg28o+Way/d/arFlLXrl2/fhNZKYVJQ2W0Z88eLr/8cq688srWMOUVFRWtYSXy8vJaw0p8+eWXTJo0iZEjRzJlypSE283NzY0ZfgJo/TtkyBDGjh3LRx991JrPS8gJr+ErOqJ///4MHz6cxYsXt1vWpuwNpKN4T36TzNDsZNxzJIfHxz3OI2Me4ZZRt/DImEd4bOxjgT5/lG1lnyzW3zv7VYXUppURvk0XSWSfUgqoKjfccAMnnHACv/rVr1rTR4wYwVdffUVlZSWVlZXk5uby4YcfctRRR/Hmm29SVlbWYWC8Cy64gH/84x+oKu+//35r+Ilt27bR1NQEwJYtWyguLubEE09MeR+SZePGjezevRtwRtK9++67HHfcce3yJWrhmUC2jRKM19cTKz1Z9xzJYVLeJKaMmMKkvEmBPwybbWWfLNbfO/tVhdQ6mCC6z+ju7bEHOiRJcXExzz33HAsWLGgdhj1v3ryktvH//t//Izc3l40bN3LSSSe1tpzOP//8mOEnVq5cyejRozn55JMZN24cd955Z0YqpHh9SCtXruT000/n5JNPZsyYMdx2222tkWgjMXkePoAuXbqkdXudnZonXl9PrPR0u/uN9Q8WP/33q6mDmpqa6Na1a+wBDBkY2JBOmpqa2txaM41U/LNp6qCqqioGDRqUlm2lY2qeWNuYMHBCzNtr6XQPAusfLJ31T2bqoP1qUENLSwvd1i+OXelED3QYeg4ce05wslG0tLQYXSGZ7r9ly5a0nVQS9f9MypvkaRvhvp75VfPZsHMDA3oNYOKgiTErtHS6B4H1DxY//ferCqlbt25OJXPlK85zRtEtoHCllGWVEWD0yRzM94/1bFiqJNP/k4hwX09HpNM9CKx/sPjpv1/1IYU73zn2nPi340SyrjKCCHdDMd3/008/TWm9WH1FyfT/pINU3bMF6x8sfvrvVy2kHj16BK2QMia7g/n+Z555ZtLrxOsrenTso74+65OKezZh/YPFT//9qoW0Y8eOoBVSxmR3MN8/lYea4/UVvb3+bV+f9enMA9nZgPUPFj/9PbWQRGQcUKmq60SkH/AQEAJ+o6pfZlIwnXzjG98IWiFlTHYH8/2/973vJb1Oor4ir/0/6SAV92zC+geLn/5eL8mmAeEnGx8FuuBUSH/PhFSm8OMBr+uvv54jjzyS4cOHt0nfunUrEydO5Nhjj2XixImtLqoaN6xELPdXXnkFESFyyPuDDz7I0KFDOe6443jzzTclZBQsAAAgAElEQVRb0wsKCjjuuOMYOnQoDz30ULp3tUMiw2Kcf/75relnnXVWa3r//v255JJLfHdLllmzZiW9Tm7P2E+4x0vPFKm4ZxPWP1h89fcyJTiww/17IFAL9AS6Alu8Tiue7lcq4Sf8YNGiRVpaWqrDhg1rk/7rX/9aH3zwQVVVffDBB/X2229XVdXXX389bliJaHbs2KFnnXWWnn766bp06VJVVV2xYoWedNJJ2tjYqGvXrtUhQ4ZoS0uLtrS06JAhQ7SiokKbmpr0pJNOahMKww+8hMW47LLL9Nlnn425LBu+z84wb+28mKEc5q2dF7SaxeIbZCD8xA4R6QuMAT5T1Xo33ahHkKNbSJ19Wj4WZ599Nocddli79FdffZVrrrkGgGuuuaZ1Vu5XX33VU1iJbdu2cdddd3HHHXfQvXv3NtudPHky3bp1Y/DgwQwdOpQPPviADz74gKFDhzJkyBC6du3K5MmTefXVVwF/wlLE8o9mx44dLFiwYJ9tIVXXVyeVninsFXqwWH/veK2Q/gwsBV4A/uKmfQdYlQmpTBEZRjs8Auq2Rbcx9cOp3LboNm5deGtaKqVY1NTUtM6ofdRRR1FTUwNAdXV13LASkaxbt44NGzbw3e9+t016vPU72q4fYSkiw2IsWrSo3fI5c+YwYcIEDjnkkPgFlyWEJ8pNBr+Hd8cjFfdswvoHi5/+niokVf0jcA7wHVWd4SZXAzdkSiwT1NXVtf6fzGzJ6UZEkprbLRQKcfPNN/Poo4+mzSEyLMXpp59Or169OOKII2KGpejWrVu7sBSVlZWt27nvvvtifkZVVRXLli3jxRdf5Oabb27XqvrnP//JFVdckbZ9yiQFBQVJrzNh4AT6dO/TJu2Ig45gwsDkgz92hlTcswnrHyx++nuqkETkVVX9XFVbzyiq+jkQ+0yUpUTG40nX0/Je6du3b+utuE2bNnHkkUcCTuiIWGElfvvb37Z2/O/cuZNVq1YxduxY8vLyeP/997noootYtmxZ3PXjpYfxIyxFZFiMcePGtQmLsWXLFj744IN2Lb5s5ayzzkp6nbfXv82Wxi1t0jbv3szb699Ol5YnUnHPJqx/sPjp7/WW3bg46WO9fpCIFIlIo4jUu6/yiGU/FpEqEWkQkTki0r4TJg1Ezhbg9+2Uiy66iGeffRaAZ599losvvrg1PVZYifvvv5+ysjLKysro3bt3a+iKyspKzjjjDObOncvo0aO56KKLmDFjBk1NTaxbt47Vq1dz2mmnceqpp7J69WrWrVtHc3MzM2bMiBtgLxN0FBbj5Zdf5nvf+16b/rBspqysLOl1/L7oiUcq7tmE9Q8WP/0TPockIuEWUNeI/8MMAaqS/LxfqmqbwD8iMgx4Evgu8CHOUPJpwOQkt90hkVf8mYqMecUVV1BUVMSWLVvIzc3l3nvv5YYbbuDOO+/khz/8IU8//TSDBg3iX//6F+DEOZo3bx5Dhw7l4IMP5plnnunQPZJhw4bxwx/+kBNPPJEDDzyQv/zlLxxwwAEAPPHEE0yaNIm9e/dy/fXXM2zYsE7tWyzmzp3LsmXL2t22W7lyJTfeeCM5OTmEQiFuv/32NhXSjBkzuPPOO9PukymGDh3qOW9IQ8yvms/qbatjLve7DykZ92zE+geLn/4Jw0+ISPjseCXOgIYwCtQAT6vqGk8fJFIEPB+jQnoAyFPVH7vvjwFWAoer6s5420sl/MSuXbs4+OCDW9+HTxwdzZacDUS7m0Yq/tkUfqKsrIyRI0d2mC/WdEGRxAsRkUm8umcr1j9YOuuftvATqnqdu8Elqvo/KRt9zYMi8hBQDvxWVYuAYcCSiM+sEJFm4JtAaRo+s5WcnLYnAT+flu8s0e6mYbp/r169POWLNVgG4PzB57e2wP2+6PHqnq1Y/2Dx09/rKLv/EZFjReT3IvKk+/fYJD/rDpzbfEfj3JZ7zW0N9QTqovLWAe1KQUR+JiLLRGRZdXU1VVVVlJeXs3z5cqqrq2lqaqKlpYUdO3agqq3PvoT/NjQ0oKrs2LGDlpYW6uvraW5uZvfu3TQ2NtLU1ERDQwMtLS3s3LmTUCjUOuIselt1dXXs3buX+vp69uzZw65du2hsbKSxsZFdu3axZ88e6uvr2bt3b+vovuhtbN++nVAoxM6dO2lpaaGhoYGmpiYaGxvZvXs3zc3N1NfX09LSwq5du2Lu07Zt24zYpz179rTbp3jfU3ifGhsbqauro6SkhOrqapYvX055eTlVVVWUlpZSW1tLUVERzc3N5OfnA18/MxH+W1BQQENDA8XFxdTU1FBWVkZFRQUVFRWUlZVRU1NDcXExDQ0NraOJoreRn5/Pnj17KCoqora2ltLS0nbHXklJCXV1dSz8aGHMg3/PF3uYOHAiC95ekDX71Nzc7GmfCgsLCYVCrc/OzZ49G3CG7YdCIQoLCzO6TxUVFUbv04oVK/aL7ynePiWDp4ixInIhzi27fJx+o4HA94CrVHVu0p/qbLMAeB1nOHmxqj4csWwnMFZV47aQ0nHLziRMdof945ZdSEM8suwRnvvsuXbLHhnzSGCt8f39llHQ7O/+mYgY+wBwsaq2Xv6JyFjgCSClCgmnH0qAFcDJEdsdAnQDPk9po6pxn/ExOba9ye6QvL+XCyU/CT/UHI9EfUeZDC3hhY7csx3rHyx++nu9mZ0LLI5Ke9dN7xAR+YaITBKR7iJyoIhcCZwNFOC0vC4UkbNEpAfOs02zEg1oiEf37t2pra2NezILD0M2EZPdITl/VaW2tjarhoSvWZN47E68vqOrTrzK90EM0XTknu1Y/2Dx099rC6kM+A/gjxFpv3LTvdAF+C/geJxZw1cBl7gP1yIi/45TMR0OFALXedxuG3Jzc9m4cSObN2+OuTwUChnbuW6yOyTv3717d3Jz/Z0VOxEd3bKI92zRYd0PC3zkpsm3i8D6B42f/l4rpJtwBiHcAmwABgC7gAu9rKyqm4FTEyx/EXjRo0tcunTpwuDBg+MuLygo4LzzzuvsxwSCye5gln+sxwEWL16c0D9b5q2LRUfu2Y71DxY//T0NagAQkQOBbwP9gC+AElXdk0G3hMQa1GCxdJZ4YccfH/d4wpZOrPWCeObIYsk2khnU4PmXoqotqroYeBnnuaG9Imb90kyeBt5kdzDHP96ku/f/6/6E6+VIjq9hyZPBlLKPh/UPFj/9vQ77HoUTduIkINzTLICq6gGZ04uPbSFZ0kn4Nt2s1bNY8sWSdstvGXULU0ZMCcDMYjGbTLSQngUWAqNxHm4dAgx2/xqDyVcqJrtDdvtHxsaKVRkBbPqsfdBEU8jmsveC9Q+WbGwh7QB6axY9HGJbSJZ08Wblm9y26La4y21fkMWSOploIc0Gzk1dKTsIT4dhIia7Q3b7xxuyfWb/M1v7gua9Ps9nq/SRzWXvBesfLH76x20hichzOLMpgDNzwoU4D8N+GZlPVa/OpGA8UmkhNTc307Vr1wwZZRaT3SE7/cP9RgvWL2DeuvYVTuR0P9no7xWT3cH6B01n/dPVQloDVLivz3Aeii2OSAu/jGHJktj9AyZgsjtkn39kv1Gsyih6up9s808Gk93B+geNn/5xH4xV1Xt9s/CJESNGBK2QMia7Q/b5JxsmItv8k8Fkd7D+QeOnv6c+JBEZJyKD3f+PEpFnReQZETkqs3rppbKyMmiFlDHZHbLPP16/0TcP/SaT8ia1G8CQbf7JYLI7WP+g8dPf66CGaThz0AE8hjM3XQgnrpEx9OnTJ2iFlDHZHbLPP7dn7Hny4k31k23+yWCyO1j/oPHT3+tcdker6np3+qBJwCCgGWcKIWNobGwMWiFlTHaH7PIPaYh5a9v3G40fMD5umIhs8k8Wk93B+geNn/5eK6QdItIXGA58pqr1ItIVp6VkDHv2BDb1Xqcx2R2yy39+1XwWbmwf2fW8wefFfdYom/yTxWR3sP5B46e/1wrpz8BSoCvwf9207+CEkTCGQw89NGiFlDHZHbLLP17/UXV9ddx1ssk/WUx2B+sfNH76e+pDUtU/4oQa/46qznCTqwGjJvfauHFj0AopY7I7ZJd/sv1HkF3+yWKyO1j/oPHT32sLiXAwvXjvTeD4448PWiFlTHaH7PFPpf8Issc/FUx2B+sfNH7671eTcy1dujRohZQx2R2yxz+V/iPIHv9UMNkdrH/Q+OnvOUBftpHK1EEmhwE32R2yx/+pT59i6odT26V3FF4iW/xTwWR3sP5B01n/tEwdJCIXRfxv1Gi6eMydOzdohZQx2R2yxz9e/1G89DDZ4p8KJruD9Q8aP/0TTa66Q1UPif4/W7DhJyyp8Ma6N7j9ndvbpT989sOcP/j8AIwsln2bdE2u+qWI/FJExgMHutMHjY9+pUfZH2bPnh20QsqY7A7Z4x9vaHeiId+QPf6pYLI7WP+g8dM/UQvpTOA+nFkZBgOxHt5QVQ0kaqxtIVlSoWBdAb9+59ft0iNDTVgslvSRlhaSqi5R1XNU9VigUlUHx3gZFcJ8zpw5QSukjMnukB3+qQ75huzwTxWT3cH6B42f/kmNshORgcDRwEZVjf24u0/YUXZmkQ3+8UKVe+k/ygb/VDHZHax/0GTFKLuoDR4lIotwgvbNAipE5B0R6Z+yZQAsWNA+/o0pmOwO2eGfypRBYbLBP1VMdgfrHzR++nut9v4GfAwcqqr9gEOBj9x0Yzj11FODVkgZk90hO/zjTQ2UaMqgMNngnyomu4P1Dxo//b1WSP8G/IeqNgC4f28HzsyUWCZYtcqouWDbYLI7ZIf/hIET6NO9bWyXIw46ggkDJ3S4bjb4p4rJ7mD9g8ZPf68V0jbgxKi044Dt6dXJLLm5iR9+zGZMdofs8H97/dtsadzSJm3z7s28vf7tDtfNBv9UMdkdrH/Q+OnvtUJ6GCgUkYdE5CYReQiY76YnhYgcKyKNIvJ8RNqPRaRKRBpEZI6IHJbsdr2wbdu2TGzWF0x2h+zwj9eHFC89kmzwTxWT3cH6B42f/l7DT/wP8COgD3Ch+/fHqppKCPO/4MRWAkBEhgFPAlcBfYFdOCHT006XLubOgGSyO2SHfyphJ8Jkg3+qmOwO1j9o/PRPJvzEAqBTwy1EZDLObb4lwFA3+UrgNVV9x81zF7BSRHqp6s7OfF403bt3T+fmfMVkdwjevzPPIEHw/p3BZHew/kHjp79vg+NF5BCcmR9+FbVoGM4IPgBUtQJoBr6ZboctW7Z0nClLMdkdgvdPNexEmKD9O4PJ7mD9g8ZPfz+f1voD8LSqRocf7AnURaXVAb2iNyAiPxORZSKyrLq6mqqqKsrLy1m+fDnV1dWUlJRQV1dHYWEhoVCo9Qnj8FxMa9asIRQKUVhYSF1dHSUlJVRXV7N8+XLKy8upqqqitLSU2tpaioqKaG5uJj8/H4BZs2a1+VtQUEBDQwPFxcXU1NRQVlZGRUUFFRUVlJWVUVNTQ3FxMQ0NDRQUFMTcRn5+Ps3NzRQVFVFbW0tpaWncffriiy9i7tOcOXOM2CdV9fw9ZWKf3v303ZgH5apNqzztU//+/T19T37uk9fvKS8vr1PHXtD7tHv37rT/nvzcp61bt/pyjsjUPkUeP6mcI5JCVTP+AkYCK4Cu7vt7gOfd/18Fbo/KvxM4JdE2TznlFE2WhQsXJr1OtmCyu2rw/m+sfUOHTx/e7vXG2jc8rR+0f2cw2V3V+gdNZ/2BZeqxruiwD0lEDgDeBiapalPyVR4AY4E8YL2IgNMqOkBETgQKgJMjPm8I0A1Ie4j0M8806rGpNpjsDsH7K7GnyIqXHk3Q/p3BZHew/kHjp3+Ht+xUdS/ObN+dub33d+AYnJbSSJwZHl4HJgEvABeKyFki0gOnn2mWpnlAA8Bbb72V7k36hsnuELx/qmEnwgTt3xlMdgfrHzR++nuaXFVErgfOBu4GNsLXl5WqGkr6Q0XuAYaq6k/c9z8GHgIOBwqB61R1a6Jt2PATlmSwYScslmBI++SqwFPA1cBanBFwe4AW92/SqOo94crIff+iqg5U1R6qenFHlVGqhDvmTMRkdwjWv7NDvsHs8jfZHax/0Pjp77WFNCjeMlWtSquRR2wLyeKVzoSdsFgsnSPtLSRVrXIrng1Ac/h9UJVRqph8pWKyOwTr35mwE2FMLn+T3cH6B002tpC+gTOdz/eBParaQ0QuAk5T1d9l2DEmtoVk8YrtP7JYgiMTfUh/w3lYdRBOHxLAezjz2xlDSg9qZQkmu0Nw/unoPwKzy99kd7D+QeOnv9cW0magv6ruEZGtqnqYm16nqr0zLRmLVFpIDQ0N9OjRI0NGmcVkdwjOP139RyaXv8nuYP2DprP+mWgh1eHM8B35IQOBTUm6BUpZWVnQCiljsjsE55+O/iMwu/xNdgfrHzR++icz7PsVERkH5IjIt4FnMSyE+dChQzvOlKWY7A7B+Xcm5EQkJpe/ye5g/YPGT3+vFdIfgZdwYhl1Af4XZw66qRnyygibNhnVoGuDye4QjH+6+o/A7PI32R2sf9D46e8pHpI7Qd5UDKuAounVq90E4sZgsjsE49/ZkBORmFz+JruD9Q8aP/09B+gTkfHAFUB/4Atghqq+nSkxi6WzpKv/yGKx+IOny0QR+Q9gBrAVZ1LUWuBFN90Ydu5M+3ytvmGyOwTjn67+IzC7/E12B+sfNH76e20h/QoYr6rLwwki8hwwH3g0E2KZoF+/fkErpIzJ7uC/fzr7j8Ds8jfZHax/0Pjpn8yN9DVR79eCx2AyWcKaNdG7YA4mu4P//unsPwKzy99kd7D+QeOnf9wWkkibX+09wNNu2IiNwADgLpxwFMYwcuTIoBVSxmR38Mc/pCHmV81nw84NfL4tdnzHVPuPTC5/k93B+geNn/6JLhXD4SX2AE/iDGgoB+qBlcCVbroxLF68OGiFlDHZHTLvH9IQty68ldsW3cbUD6fyxro3YuZLpf8IzC5/k93B+geNn/5xpw5KFHIiEht+wpINxJsiKJIJAyfw2NjHUrplZ7FYUiMtUwdFhphI9EqfduYxeRp4k90h8/7xhnhfMPgCbhl1C4+MeaRTlZHJ5W+yO1j/oMnG8BO9gZuBbwE9I5ep6rmZUUuMbSFZIrEhJiyW7CQTk6vOBMYCC3CmEIp8GYPJVyomu0Nm/dM9xDsWJpe/ye5g/YMmG1tIO4A+qtrcYWafsC0kSxgbotxiyV4y0UJ6Fzg+daXsID8/P2iFlDHZHTLr78cUQSaXv8nuYP2Dxk9/ry2kI4F5QAlQE7lMVe/LjFpiUmkhNTc307Vr1wwZZRaT3SGz/vFaSOnsPzK5/E12B+sfNJ31z0QL6X6ch2H7AsdGvIwK9LFkyZKgFVLGZHfIrP+EgRPo071N/EiOOOgIJgyckLbPMLn8TXYH6x80fvp7nctuMvBNVTU6sMeIESOCVkgZk90hs/5vr3+bLY1b2qRt3r2Zt9e/nbYWksnlb7I7WP+g8dPfawtpLc6MDUZTWVkZtELKmOwOmfWP14cULz0VTC5/k93B+geNn/5eW0jPAXNF5M+070NakHarDNGnT5+OM2UpJrtD+v0j563b2rg1Zp5UpwmKhcnlb7I7WP+g8dPfa4X0C/fvA1HpCgxJn05maWxsDFohZUx2h/T6h+etW7Dh62uhPt37tLltN2HghLQ9gwRml7/J7mD9g8ZPf68hzAd39oNE5HlgAtAD+BJ4WFWfcpdNAP4CDMQZyXdtJqYl2rPH3LuOJrtDev3nV81vUxkBbGncwlUnXsVh3Q9jQK8BTBw0Ma1z1plc/ia7g/UPGj/9PYcwTwMPAjeoapOIHA8UichHQBUwC5gCvAb8AWcGiDPSLXDooYeme5O+YbI7xPaPvO2WTCUSr2/osO6HMWXElE67xsLk8jfZHax/0Pjp76lCEpENxAnGp6oDvWxDVVdEvnVfxwCnACtUdab7WfcAW0TkeFVd5WXbXtm4cSNHH310OjfpGya7Q3v/WLfdxg8Yz+PjHu+wUorXN5TOPqNoTC5/k93B+geNn/5e72n8BLgq4nU7UE2S4ctFZJqI7AJWAZtwHrYdBnwczqOqDUCFm55Wjj/e3MkmTHaH9v6xbrst2LCA+VXzO9zWxEETGT9gfJu0dPcZRWNy+ZvsDtY/aPz091QhqeqiqNcM4FLgumQ+TFV/DvQCzsK5TdeEM3t4XVTWOjdfG0TkZyKyTESWVVdXU1VVRXl5OcuXL6e6upqSkhLq6uooLCwkFAoxZ84cAGbPng3Aiy++SCgUorCwkLq6OkpKSqiurmb58uWUl5dTVVVFaWkptbW1FBUV0dzc3DptRniCwfDfgoICGhoaKC4upqamhrKyMioqKqioqKCsrIyamhqKi4tpaGigoKAg5jby8/Npbm6mqKiI2tpaSktL4+7TzJkzY+7TnDlzjNingoKCNvu0evPqmMfIhp0bOtynDes38JNDfsI9o+7hwm9cyEPfeYjx9ePJkZyM7dP777/v6XuKd+wF+T0tXbq0U8de0Pv0+uuvp/335Oc+zZ4925dzRKb2KfL4SeX3lAyepg6KuaLIoUClqvZOcf2/AZ/h3Lbr4lZW4WWfAveo6ivx1k9l6qBQKEROjpnB2Ux2h/b+fkz3k05MLn+T3cH6B01n/dM+dZCI3Bf1egQoBmLHifbGgTiV0Qrg5IjP6hGRnlbmzp2b7k36hsnu0N7fj+l+0onJ5W+yO1j/oPHT3+vkqs9EJTUAZcBzqtrkYf0jgfFAPrAbOAfnlt0VwHvAGuB64HXgXmCMqiYcZWfDT5iNaS0ki8WSGmlvIanqdVGvX6rqU14qo/AmgJuAjcA24BHg/6rqXFXdDFyOM4HrNuB0nLnz0k74nqqJmOwO7f39mO4nnZhc/ia7g/UPGj/9PfchichxOLfWokOY/28GvDrEtpDMIvqZI1W1Icctlv2ATPQh/SfO0Oz/oO3w75+kKhkE4dEnJmKye0hDTH5xMrctuo2pH07ltkW3MW/tPMYNGNcmX6aHbncGk8vfZHew/kHjp7/XPqSvgHNU9ZPMK3nDjrIzh0QhxnMkJ+mZGoLA5PI32R2sf9Bk3Sg7nIEIaZ01IQgWLDBmYvJ2mOyeKMT4pLxJTBkxhUl5k7K2MgKzy99kd7D+QeOnv9czwF3An0Wkn4jkRL4yKZduTj311KAVUsZk99yeuTHTMznVT7oxufxNdgfrHzR++nutUKYDP8UZJbfHfbVgWNC+VavMbeSZ6h7SEPPWzmuXPn7A+KztL4qFqeUPZruD9Q8aP/29zvbd6fAT2UBubuwrdRMw1X1+1XwWblzYLv28wedl9S26aEwtfzDbHax/0Pjp7/U5pKp4r0wLppNt27YFrZAyprqv37E+Znp1fbXPJp3D1PIHs93B+geNn/7mXKKmgS5dugStkDImuoc0xIL1sTtETeo/AjPLP4zJ7mD9g8ZP//2qQurevXvQCiljovv8qvksr13eLn14n+FG9R+BmeUfxmR3sP5B46f/flUhbdmyJWiFlDHRPd5w7/EDxhvVfwRmln8Yk93B+geNn/5JnRVEZICIpD20uF/k5eUFrZAyJrrHuy038BBPQYazChPLP4zJ7mD9g8ZPf69TBw0UkWKch2ML3bTvi8hTmZRLN59++mnQCiljortpISYSYWL5hzHZHax/0Pjp77WF9CROaIhefP3s0XzAqI6AM888M2iFlDHR/e31b7OlsW1zf/Puzby9/u2AjFLHxPIPY7I7WP+g8dPfa4V0GvCQqoZwQkmgqnVAStFig+Ktt94KWiFlTHQ3LcREIkws/zAmu4P1Dxo//b1OrvoZcImqfi4iW1X1MBE5EZihqidl3DIGNvxE9mOD8FkslkxMrvoIkC8i1wEHisgVwEvAH1N0DIRZs2YFrZAyJrrvS31IJpZ/GJPdwfoHjZ/+yQTouxi4ERgErAeeVNXAAn3YFlL2Y1tIFoslEwH6DlDVV1X1AlUdpqrnB1kZpYrJVyomuu9LfUgmln8Yk93B+gdN1rWQRGQzMBN4QVWLM27lAdtCyn5sC8lisWSiD+lcoB74p4isE5EHRWREyoYBUVBQELRCypjovi/1IZlY/mFMdgfrHzR++nvuQ2pdQWQMcAVwObDJpFF2DQ0N9OjRI0NGmcVE932phWRi+Ycx2R2sf9B01j8TLaRIVgErcQY25KWwfmCUlZUFrZAyJrrvS31IJpZ/GJPdwfoHjZ/+Xgc1fENEbhCRt4G1wFicId9HZtAt7QwdOjRohZQx0T3eXHamhZ4AM8s/jMnuYP2Dxk9/ry2kL3Bu070IHK2ql6rqv1S1MXNq6WfTpk1BK6SMie77Uh+SieUfxmR3sP5B46e/1wrpGFU9R1WfVtXtGTXKIL169QpaIWVMdN+X5rIzsfzDmOwO1j9o/PQ/MN4CETlbVd9x354gIifEyqeqsUOCWvZ79qU+JIvFknniVkjANGC4+//TcfIoMCStRhlk586dQSukjInuuT1zk0rPZkws/zAmu4P1Dxo//eNWSKo6POL/wf7oZJZ+/foFrZAyJrorsR8piJeezZhY/mFMdgfrHzR++nsdZfdqnHRPc0qISDcReVpEqkRkp4iUicj5EcsniMgqEdklIgtFZJA3/eRYs2ZNJjbrCya6V9dXJ5WezZhY/mFMdgfrHzR++nsd1DAuTvpYj+sfCGwAxuDEUPod8C8RyRORPsAs4C7gMGAZzkziaWfkyJGZ2KwvmOi+Lw37NrH8w5jsDtY/aPz0T1ghich9InIf0DX8f8TreaDKy4eoaoOq3qOqlaoaUtV8YB1wCnAZsEJVZ7rDyO8BThaR4zu1ZzFYvHhxujfpGya670vDvk0s/zAmu4P1Dxo//RNOHSQiz7j/Xgm8ELFIgRrgaVVNuj0nIn1xKrORwE1AV1W9KWL5cuBuVX0l3jbs5KrZz740dZDFYkmNtE0dpKrXqep1wJi8b/IAACAASURBVC/C/7uv61X1NylWRl1wKrdnVXUV0BOoi8pWB7Qb/C4iPxORZSKyrLq6mqqqKsrLy1m+fDnV1dWUlJRQV1dHYWEhoVCIOXOcCBmzZ88GYOrUqYRCIQoLC6mrq6OkpITq6mqWL19OeXk5VVVVlJaWUltbS1FREc3NzeTn5wNfT8Ee/ltQUEBDQwPFxcXU1NRQVlZGRUUFFRUVlJWVUVNTQ3FxMQ0NDa2TE0ZvIz8/n+bmZoqKiqitraW0tDTuPk2bNi3mPs2ZMydr96m8pjzmMbDksyUJv6ds3KeZM2d6+p6ycZ9mzZrVqWMv6H16+umn0/578nOfnnzySV/OEZnap8jjJ5XfUzIkNbmqiPQC+gASTlPVtUmsn4Mz28MhwMWqukdEpgJdVPXnEfk+Be6xLSSzsS0ki8WSiQB9J4jIRzgtlzXua7X78iolOM8z9QUuV9U97qIVwMkR+XoAx7jpacXkQFkmuu9LfUgmln8Yk93B+gdNNgboKwI+BO7DGYyQBzwILFHV5z19kMjfcPqMzlHV+oj0I3AquOuB14F7gTGqekai7dkWUvZjW0gWiyUT4SdOBu5w57ETVa0Dfg38waPQIOBGnArpSxGpd19XqupmnNhK9wPbgNOByR69kiJ8X9RETHTfl6YOMrH8w5jsDtY/aPz099pC2oQzweouEVkDjMepPKpV9ZAMO8YklRZSc3MzXbt2zZBRZjHRfV9qIZlY/mFMdgfrHzSd9c9EC2kx8EP3/5eBN4BFgFETqy5ZsiRohZQx0X1f6kMysfzDmOwO1j9o/PRPNLlqK6r6w4i3/4kz4KAn8I9MSGWKESNGBK2QMia6Jwo/YVoLycTyD2OyO1j/oPHTP+kQ5u5MC8+p6l9VtSETUpmisrIyaIWUMdF9X+pDMrH8w5jsDtY/aPz0TxQP6TnoeFpmVb06rUYZpE+fPh1nylJMdN+Xwk+YWP5hTHYH6x80fvonumVn9hS1MWhsNCriehtMdN+Xwk+YWP5hTHYH6x80fvoniod0r28WPrFnz56OM2UpJrrvS+EnTCz/MCa7g/UPGj/9PQ1qEJHx8ZaZFML80EMPDVohZUx035fCT5hY/mFMdgfrHzR++nsd1PB01GsuUAA8lSGvjLBx48agFVLGRPd9adi3ieUfxmR3sP5B46e/12HfbUKYi8gBOEH2jAoWf/zxaQ+x5Bsmuu9Lw75NLP8wJruD9Q8aP/2THvYNoKp7cab6uT29Opll6dKlQSukjInu+9KwbxPLP4zJ7mD9g8ZP/5QqJJeJQChdIn4wfnzcrrCsx0T3fakPycTyD2OyO1j/oPHT32v4iQ0isj7itQWYCdyZWb30Mnfu3KAVUsZE932pD8nE8g9jsjtY/6Dx09/r5KpjopIagM9VdUdGrDxgw09kP/vS5KoWiyU10j65qqouinotC7IySpVwSF8TMdF9X+pDMrH8w5jsDtY/aPz099pC6g3cDHwLZ1LVVlT13MyoJca2kDJDSEPMr5rPhp0bGNBrABMHTSRHUutqtC0ki8WSifATM4GxOOEmXop6GcOcOXOCVkgZP9xDGuLWhbdy26LbmPrhVG5bdBu3LryVkKY2dmXioImMH9C2Q3TCwAlMHDQxHbq+Yo+d4LD+weKnv9cW0g6gj6o2Z17JG6m0kEKhEDk5yV/t/+jJ9zrM89KN3056u8mQqnsyZKJFE25xra9bz8DeAzvV4goSP8o/U5jsDtY/aDrrn4kW0ruA2U93AQsWGDPLUTsy6R7SEG9Wvsms1bNiLu9Mn0+O5DApbxKDNw9mUt4kIysjsMdOkFj/YPHT32sL6UhgHlAC1EQuU9X7MqOWmFRaSHV1dfTu3TtDRpklU+7h23QLNsQ/6NLR52Ny2YPZ/ia7g/UPms76J9NC8jR1EM6sDAOASuCQiHSj4gisWrWK008/3VPebLhNF0ky7skwv2p+wsooXX0+mfL3C5P9TXYH6x80fvp7rZAmA99U1U2ZlMk0ubnmBYYLkyn3eLfjzux/Jpcde1na+nxMLnsw299kd7D+QeOnv9cKaS1gdlAPYNu2bRx99NGe8vrZ+vFCMu5eCWmIrY1bYy677NjL0jo0OxP+fmKyv8nuYP2Dxk9/rxXSc8BcEfkz7fuQjOmx69KlS9AKKZNu90R9R5kYmm1y2YPZ/ia7g/UPGj/9vVZIv3D/PhCVrsCQ9Olklu7du3eYJ9v6jsJ4cU+GeH1HV514FbeNvi3to+HS7e83Jvub7A7WP2j89Pc6ddDgOC9jKiOALVu2dJwpS0m3e7y+o8O6H5aRodkmlz2Y7W+yO1j/oPHT32sLaZ8gLy+vwzzZ1ncUxot7GC/T//gdGiIZ/2zEZH+T3cH6B42f/qmGn2h9ZVownXz66adBK6SMV3ev0//4Pa2PyWUPZvub7A7WP2j89E81/EQ/4BZghqpOzYRYR6TyYGxzczNdu3bN2n6iRITdOyKZ6X/SOZFqR3j1z1ZM9jfZHax/0HTW34/wEzOAS4HrkpD6pYgsE5EmEZketWyCiKwSkV0islBEBnndbjK89dZbmdisL3h1TybkQ3hanykjpmR8Wh+Tyx7M9jfZHax/0Pjp76mFFHNFkUOBSlX1NKeEiFyGE/J8EnCQql7rpvcBKoApwGvAH4CzVPWMRNuz4SdiU7CugF+/8+t26Tbkg8ViCYK0t5BE5L6o1yNAMfCGVylVnaWqc4DaqEWXAStUdaaqNgL3ACeLSNonc501K/bkoSbgxT2kIeatndcuffyA8YGHfDC57MFsf5PdwfoHjZ/+XvuQnolKagDKgOdUtSmpDxT5LyA3ooU0FeiqqjdF5FkO3K2qr8TbTqotJBP7j7wSr//o4bMf5vzB5wdgZLFY9ncy0Yd0XdTrl6r6VLKVURx6AnVRaXVAr+iMIvIztx9qWXV1NVVVVZSXl7N8+XKqq6spKSmhrq6OwsJCQqFQa2CpcAjeqVOd8Rfbtm1j794Wdu7cQXNzEw0NDezevYumpkbq63dSW1tLUVERzc3N5OfnA19fJYT/FhQU0NDQQHFxMTU1NZSVlVFRUUFFRQVlZWXU1NRQXFxMQ0MDBQUFMbeRn59Pc3MzRUVF1NbWUlpaGnefpk2bFnOf5syZQygUorCwkNWbV8cs4A/KPwh8n6ZPn+75e4rcp7q6OkpKSqiurmb58uWUl5dTVVVFaWmpr/s0c+ZMT99TNu7TrFmzOnXsBb1PTz/9dNp/T37u05NPPunLOSJT+xR5/KTye0qGhC0kEfkOcJGq3hFj2UPAHFV9P6kPjN1C6qKqP4/I8ylwTyZaSPsyNmS4xWLJNtLZQvpP4J04y4qA3ybhFY8VwMnhNyLSAzjGTU8rqdTY2YIX9wkDJ9Cne582aUccdAQTBk7IlJZnTC57MNvfZHew/kHjp39HLaRqYKCq7o2x7EBgvar29/RBTv4DgbuBXOCnQAtwKLAGuB54HbgXGJOJUXY/+Ou75OQckDBPtvYfNTQ00KNHj4R5srmF5MU/mzHZ32R3sP5B01n/dLaQDgHiPRHVhRj9PAn4HbAbuBP4ifv/71R1M3A5ThDAbcDpOPGX0k59fX0mNusLZWVlcZdlMgR5ukjkbwIm+5vsDtY/aPz072guu1XAucCrMZad6y73hKregzOkO9ayQiDtw7yjmX71t+jbt2+mPyYjDB06NGa6lxDkmZqfLhni+ZuCyf4mu4P1Dxo//TuqkB4HnhSRA3AGMIREJAe4BPgL8KtMC6aT65//hJ49eybMk6237DZt2hSzMvUrBHlniedvCib7m+wO1j9o/PRPWCGp6osichTwLNBNRLYAfYAm/n97Zx6uVVXv8c8XQVEGATEVRDQcILNAS72ZiSM4Znkbrla3+9R16NqgQZlPNy3LKdNKb2ZlaTjXI1wHxEAjB4wEQ3MAhS7IIKgMBziCiOd3/1jrxX1e3vec97znnD14fp/n2c85e6299v7u397v/u017PUL3wndnoLGDqN795b7j/JMnz6VW0fTCkHeXqrpLwpF1l9k7eD6syZN/a2GnzCzqyX9BvgXYCfCTAtPmNnazhbX0Vx90lCGDRuWtYw2UZoAdc7iOYzcZuRWDqZac1xHhyB3HMfpbGqKhxSdz4OdrKXTWbduXdYS2kR5/9Ati27hqCFHcc2R12xxSqUwEslmu7w00yUpmu3LKbL+ImsH1581aervUgH6fvBYAz1mtjx1UJ76kCr1Dz28+GGmLpq6pfbTTd245shrUgsjUS+77bZb1hLaRZH1F1k7uP6sSVN/vp5ancyGDRuyltAmag0lkWYYiXqZP39+1hLaRZH1F1k7uP6sSVN/l6oh/fErhxfmA7Uma2LVxlUV8/IwjLutjBw5MmsJ7aLI+ousHVx/1qSpP3+v0p3Io48+mrWEmij1HU14fsJWeXnsH6qFoti+GkXWX2Tt4PqzJk39dQfoy5p6pg4qSuiJalMAff59n2fch8blsknOcRynEh0efuLdwuuvv561hJqo1nc0oOeAwjojD1KWHUXWDq4/a3IXoC+PvBvCT5S+MSofHZfnSVIdx3HagteQqpCnN5VSP9G4v4zjZ0/9jHF/Gcd5fz6PJmva8m1RkhHbjChk31GJPNm+Hoqsv8jawfVnjdeQaqDofUit1YKq1Z4cx3GKhNeQqrBy5cqsJQChdvTQyw9VzCv1H5V/WzT5/slpSuxwSiGRi0qR9RdZO7j+rElTf5eqIW3atIltt60W3ikdWgsXUa2fKA/a24Prz44iawfXnzXt1d+WGlKX+jD25Gseol+/fi1uU3eT3UvTYO+jQdo6zwzmPwT7HNNiuIiWvjGaMWMGo0ePrk9bDnD92VFk7eD6syZN/V2qya53706apeGlaXDraTDlO8H5JDEL6beeBi9Nqzqk+4S9TuDq0VdX7Sc64IADOlp1qrj+7CiydnD9WZOm/i5VQ7rw0F4cdNBBHb/jvY+GQ86BmdeH9bGXhZpSyRnNvB4OOYemYUeyavZPKu7iqD2OanHQwsKFC9lpp506XntKuP7sKLJ2cP1Zk6b+LuWQBg4c2Dk7loITguZOKemMxvyI86afX7G5rpbpgDpNe0q4/uwosnZw/VmTpv4u5ZC+OnE+22+/rMVt2tyHlOw7SjqlkmPa70QYexlTF/2pojOqdTqgjRs3tk1XznD92VFk7eD6syZN/V2qD6mpqYNHFJb3HSWdUol598P8h9o9HdBbb73VEYozw/VnR5G1g+vPmjT1d6ka0g2fGcHgwYM7boflfUdjLoUHL2y2SdOu72dq9828tPqliruoNZRE//792yU1a1x/dhRZO7j+rElTf5eqIS1ZsqRjd1iqEZWc0q8+Fv7uGkalNO36fs5rWs64R8Yz+f+2/rC1LaEkOlx7yrj+7CiydnD9WZOm/i5VQ/rx7E1sM6eGEOY1flMEhG3GXAqLHoPl/whpy/8Bh5zD1OGjefiR8Vvt4vi9jt/ijGqdDmj48OE1bZdXXH92FFk7uP6sSVN/l6ohrV27rvWN2vBN0RYWPPyOMyox9jIWr6/8ZrFv/33bHGr8ySefrHnbPOL6s6PI2sH1Z02a+rvU1EFNTU1069aKEyj7dqjaN0Vb0oGmpreZevspLH71GYa89RbHvrGBboecw4PDj2TcIx0TRqIm7TnG9WdHkbWD68+a9ur3yVWrcM8997S+UXm/UKmm1IIzOu/OMYzb/DI/G9CPcbvszHn7fZimmddz7AsPbxVGot4Q5DVpzzGuPzuKrB1cf9akqT83NSRJA4AbgeOA14HvmNlt1bbv9PATSSdUoswZYcaDk77IuLVPbbWfq/oeyJinJ9F08NlMHXEUi9d7GAnHcboeRa0h/Q+wCdgFOAO4XtL+HXmANoUwr/RNUdIZQfi+aGHliVIXD/soHHIO3f72S8Zs3mZLGIl6ndHEiRPrKpcXXH92FFk7uP6sSVN/LmpIknoBq4H3m9mLMW0CsNTMLqhUptNDmNdSQwIefOIqxr1481bFrzriKsYMPa75iDzHcZwuRhFrSPsCm0vOKPI00KE1pEmTJtW2YXmf0UVrtu5Tihx76PnV+4mkDnNGNWvPKa4/O4qsHVx/1qSpPy8OqTewtiytAeiTTJB0pqRZkmYtXbqURYsWMW/ePJ599lmWLl3KzJkzaWhoYNq0aTQ1NW0xZKnKaWY0NTUxbdo0GhoamDlzJkuXLuXZZ59l3rx5LFq0iNmzZrFh0jdg5vW8/eEzuW/zYSBx9xsfbuaUpjzwAI2NjTwx4wkueN8FnDv0XD439HOMHz6eL/T7Aq+9+hqPP/44jY2NTJkyBXgnNn3p73333cemTZuYPn06K1euZPbs2VXPqVevXhXPadKkSa2f0+zZrFy5kunTp7Np06YtESDL9UyZMoXGxkYef/xxVqxYwZw5c1iwYAELFixgzpw5rFixou5z2m+//Wq+Tnk8p7Fjx9Z0nfJ4Tqecckq77r2sz2no0KHtuveyPqeBAwd2+O8pzXNK3j/1/J7ahJllvgCjgDfK0r4J3FutzEEHHWRtZerUqa1v9OJUs4v6mk3+tllTU/O8pqaQflHfsF2K1KQ9x7j+7CiydjPXnzXt1Q/Mshp9Qd76kPY3s5di2u+BZdaBfUgNDQ3suOOOrW/YlpkaUqJm7TnF9WdHkbWD68+a9uovXB+SmTUCdwM/kNRL0mHAx4EJHXmcuXPn1rbhPsdUdkbQof1CbaFm7TnF9WdHkbWD68+aNPXnwiFFvgJsD7wK3A6cY2bPdeQBdt99947cXaoUWTu4/iwpsnZw/VmTpv7cOCQzW2Vmp5pZLzPbw1r4KLZeVq9e3dG7TI0iawfXnyVF1g6uP2vS1J8bh5QGPXr0yFpC3RRZO7j+LCmydnD9WZOm/i7lkHr27Jm1hLopsnZw/VlSZO3g+rMmTf25GGVXD5JeAxa1sdhAwjx5RaTI2sH1Z0mRtYPrz5r26h9qZjvXsmFhHVI9SJpV6/DDvFFk7eD6s6TI2sH1Z02a+rtUk53jOI6TX9whOY7jOLmgqzmkX2UtoB0UWTu4/iwpsnZw/VmTmv4u1YfkOI7j5JeuVkNyHMdxcoo7JMdxHCcXdAmHJGmApImSGiUtknR61ppKSNpO0o1R1zpJcyQdn8g/WtJcSW9I+rOkoWVlfytpraTlks7P5ixA0j6SNkq6JZF2ejyvRkmTJA1I5OXmmkj6rKQXopYFkg6P6bm3vaQ9JU2WtDrquE5S95g3UtLsqH+2pJGJcpJ0haSVcblCqjajcIdpPTfGM3tT0k1leXXbuqWyaeiXdKikqZJWSXpN0h8k7ZbIb9HWLV2nNPSXbfM9SSbpmERaevavNU5FkRfCZK13EgIBfpQQ/G//rHVFbb2Ai4E9CS8IJwHr4vrAqPVTQE/gx8BfE2UvAx4F+gMjgOXA2IzO409Ryy1xff94Hh+Ldr8NuCNv1wQ4lvCB9aHR/oPjUgjbA5OBm6LGXYF/AF8Dto3ndR6wXUxbBGwby50FzAN2j+f7PHB2J2v9JHAqcD1wUyK9blu3VjYl/cfH4/cFdgB+C0xJ5Fe1dWvXKQ39ifxh8f5ZBhyThf1T/fFksRAe+JuAfRNpE4DLs9bWguZngNOAM4EZZeeyARge15cBxyXyLyHx0E9R72eBuwiOteSQLgVuS2wzLF6HPnm6JsAM4EsV0oti+xeAExLrPwZuAI4DlhIHLsW8lxMPkhnAmYm8L3XWg7yC5h+WPdDrtnVrZdPQXyH/QGBd2T1W0datXac09QNTgBOAhTR3SKnZvys02e0LbDazFxNpTxPe4HOHpF0Imp8jaHy6lGchbtQCYH9J/YHdkvlkcF6S+gI/AMqbrMq1LyA6IXJyTSRtA3wI2FnSfElLYpPX9hTA9pGfAp+VtIOkwYS39SlRyzMWnxKRZxIam50f2f4m2mPrqmU7WXNLfIzw+y3Rkq1bu06pIOlTwJtmNrksPVX7dwWH1BtYW5bWQHhTzxWSegC3Ajeb2VyC9oayzUraeyfWy/PS5BLgRjNbUpbemvY8XJNdgB7AvwKHAyOBUcB3KYbtAR4h/PjXAkuAWcAkWtZPhfwGoHdn9yNVoT22bu08U0XSB4DvAeMTyS3ZOnP9kvoQWjS+XiE7Vft3BYe0ntC2m6QvoX8jN0jqRmi22gScG5Nb0r4+sV6elwqx8/UY4JoK2a1pz8M12RD/Xmtmr5jZ68DVhGaLXNsettwzUwjRlnsR2vP7A1fQuo3L8/sC68ve1NOiPbbOy72EpL2BB4Cvm9mjiayWbJ0H/RcDE8xsYYW8VO3fFRzSi0B3Sfsk0j5I8yp1psQ3pRsJb+ynmdlbMes5gtbSdr0IfTHPmdlq4JVkPumf12jC4IuXJS0HxgGnSXqKrbW/l9Bp+yI5uSbRhkuA5EO49H/ebQ8wANgDuM7M3jSzlcDvCA71OeADZTWeDyQ0Njs/sv1NtMfWVct2suZmxJFl04BLzGxCWXZLtm7tOqXB0cDX4gi65cAQ4C5J307d/p3VcZanBbiDMKqrF3AYORplF/X9Evgr0Lssfeeo9TTCCJYraD766HLgL4S34uHxxkltpBdhRNGuieUq4I9Rd6kZ6fBo91toPsouF9eE0P/1JPCeaMdHCc2QubZ9Qsc/gQuA7kA/YCJhRGNp9NbXCS8C59J8lN3ZhAERg4FBhAdIZ4+y6x5teRmhNaBnTKvb1q2VTUn/YEK/ybgq5araurXrlJL+ncp+x4sJo+Z6p23/VH88WS2EN8lJQCNhBMvpWWtKaBtKeCvfSKj+lpYzYv4xwFxC89J0YM9E2e0IQ0zXAiuA8zM+l4uJo+zi+unR3o3A/wID8nZNCH1IvwDWEIaz/hzoWRTbE/q9pgOrCTFr7gJ2iXmjgNlR/1PAqEQ5AVcCq+JyJYmRXp14f1jZcnF7bd1S2TT0AxfF/5O/3/W12rql65SW/cu2W0jzUXap2d/nsnMcx3FyQVfoQ3Icx3EKgDskx3EcJxe4Q3Icx3FygTskx3EcJxe4Q3Icx3FygTskx3EcJxe4Q3IyRdLCZOyVsrybJP0wbU3x2FV1Vdl+5xgTZvvO1FUkJP1S0n93wH467T6Q9FVJV3TGvp224w7JaUZ8EG+QtD6xDMpaV2fSQQ+8CwhT+m+I+7xS0uIY1GyRpAvLjmkKAQFLNv5NO4+fO8zsbDO7JGsdJSSNllQ+CfCvgTMkvScLTU5z3CE5lTjZzHonlmVZC8ozkrYD/p0wPVKJGwkxYfoCHyE89D5ZVvSDCRt/OSW5TgIz20iYEPULWWtx3CE5bUDSKZKek7RG0nRJIxJ5QyTdHUM4r5R0XUwfJunhmPa6pFsl9avz+CcphHhfI2lGnOq/lLdQ0jhJz0hqkHSnpJ6J/G9JekXSMklfjjWUvSWdCZwBfCvWVO5NHHJktf2VcQiwxhIhOMxsnoXYMCWagL1rPM+bJP1C0gNR0+OSdpX0U4VQ5XMljSo79/FRa6OkGyXtEsuvkzRNIa5NPXYdJempuJ87Jd1Rqk1K+qKkx8r2ZQqzXjereSqEiD8psV33eK8cGNf/ECf3bJD0iKSq8XTquQ8UJv18ABhUoeY/HTixhkvjdDLukJyakLQvYTLUbxAmVJwM3CtpW4VAd/cRJoXckzCJ5B2looTJHAcRwh8PIcyp1dbjjyLMp3UWYTLIG4B7Yu2kxKeBscBehBmTvxjLjiUEEDyG4BRGlwqY2a8IMaiujDWVk1vbXwUOIISoLtd8gaT1hBnFexEmPU3ySHwI3y1pz7K8TxPiMg0E3gSeIMxzNpAwge3VZdufRgjHvi9wMuHheyHhWnUjhMbeipbsKmlbwnyDEwhzD/4hHqcebgf+LbE+BnjdzJ6K6w8A+xAmuX2KcE3apDex2VbXLb4cHA8sq1Dzf4Hms1k7GeEOyanEpPj2uUbSpJj2GeB+M5tqITzGVcD2hOaogwkOZ7yZNZrZRjN7DMDM5scyb5rZa4QH6RF1aDoTuMHMZprZ22Z2M+FBfWhim5+b2TIzWwXcS5h4FMID6ndm9pyZvUHtDrHa/srpR4X4L2Z2OSFQ2YGEh3oykNkRBOc9nBAi+j5J3RP5E81sdmxSmghsNLPfm9nbwJ2ECTmTXGtmK8xsKWHG8plm9vdE+fLtS7Rk10MJk8/+1MzeMrM/EmZGr4fbgFMk7RDXTyc4KQDM7Ldmts7M3iRcnw9K2rGNekvUet1KrAMqHctJGXdITiVONbN+cTk1pg0i1IAAMLMmwjT1gwm1nkVmtrl8R7Hp6A5JSyWtJfSzDKxD01DgmwlHuSYeNzngYnni/zd4J9rloKi1RPL/lqi2v3JWUyVCpgX+TpgJ+fuJ9EfMbJOZrSGEHtiLUIMssSLx/4YK6+Va2rp9iZbsOghYas1nYF5UaSetYWbzCTWRk6NTOoVYY5S0jaTLJS2I98jCWKzSfdKe+6Aafdg66qmTAe6QnFpZRngYAFuCCg4BlhIe8HuUveGXuJQwzf0BsYP/c4RmvLayGPhRwlH2M7MdzOz2VkuG+C27J9aHlOW3d8r7ZwhNZS3RnRC4rBpGfXZpLy3Z9RVgcLzWJfZI/N9IiIkFgKRdWzlWqdnu48Dz0UlBqC19nNCkuiOh5giV7dGe+6DadR4BPF1DeaeTcYfk1MpdwImSjpbUA/gmoalkBvA3wsPrckm9YifyYbFcH0J8mAZJg4HxdR7/18DZkg5RoJekEyVVrJlU0P4fkkbEt/Pyb2NWAO+tUxeE8+8Xzw9J3SSdJal/1How8F/AQzF/f0kjY82gN/ATgmN/oR0a6qUluz4BbCZEE+2hMErw4ETZp4HSufSk9abQO4DjgHNo3p/Wh3AvrSQ4uEvr1NsaK4CdKjQFHkHow3Iyxh2SUxNmNo9Qu7mWEAjuZMLw8E2xX+NkwoCBlwmd+J+JRb9P6ENpAO4H7q7z+LOA/wSuXdgyDgAAATJJREFUIzSRzaf6IIPysg8QAu/9OZb7a8x6M/69EXhfWZ9ZW7RtAm4i2KfEJwhRRNcRmimvjQuEUPV3EgKe/ZNQIzjJ3gldnxot2TWe1yfj+irCNb07UfZFQsTdacBLQLMRdxWO9QrByX2EcP4lfk9oClwKPM8716dNems417mEWto/47UeFB3pCcDNtezD6Vw8QJ/T5VAYrv4ssF2lfq8697kzYTDBqNLHse9GJN0ELDGz72atpSOQ9FVgiJl9K2stTmjXdpx3PZI+QRiqvgNwBXBvRzkjgDiCcHhH7c9JBzO7tvWtnLTwJjunq3AW8CqhGe1tQj+G4zg5wpvsHMdxnFzgNSTHcRwnF7hDchzHcXKBOyTHcRwnF7hDchzHcXKBOyTHcRwnF7hDchzHcXLB/wNiXPcAbY73hAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "shot_plots(equiv, hidden=([1400], [60]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Totals (Actual and Equivalent)\n",
    "\n",
    "Here I aggregate all the shots (all lens and all trips) together.  Again, the two data sets (actual and equivalent) were collected at different times with different definitions of **best** photos, so they have different totals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 468x324 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def all_shots(table): return [m for y in table for lens in table[y] \n",
    "                              for m in table[y][lens]]\n",
    "\n",
    "shot_plots({'All': {'actual ': all_shots(actual)}}, 'actual') \n",
    "shot_plots({'All': {'equiv ':  all_shots(equiv)}})"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
